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ASQP (Aspect Sentiment Quad Prediction)
Aspect-based sentiment analysis (ABSA) typically focuses on extracting aspects and predicting their sentiments on individual sentences such as customer reviews. Recently, another kind of opinion sharing platform, namely question answering (QA) forum, has received increasing popularity, which accumulates a large number of user opinions towards various aspects. This motivates us to investigate the task of ABSA on QA forums (ABSA-QA), aiming to jointly detect the discussed aspects and their sentiment polarities for a given QA pair. Unlike review sentences, a QA pair is composed of two parallel sentences, which requires interaction modeling to align the aspect mentioned in the question and the associated opinion clues in the answer. To this end, we propose a model with a specific design of cross-sentence aspect-opinion interaction modeling to address this task. The proposed method is evaluated on three real-world datasets and the results show that our model outperforms several strong baselines adopted from related state-of-the-art models.
Benchmarks archive 2025-07-28
All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Aspect-Based Sentiment Analysis (ABSA) | ASQP | MvP (multi-task) F1 (R15) 52.21 | MvP: Multi-view Prompting Improves Aspect Sentiment... | ZubinGou/multi-view-prompting | 12 | Compare |
Papers archive 2025-07-28
7 shown of 7 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 11. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| Do we still need Human Annotators? Prompting Large Language Models for Aspect Sentiment Quad Prediction | 1 | 2 | 18 Feb 2025 | not harvested |
| Generative Data Augmentation for Aspect Sentiment Quad Prediction | 1 | 1 | 1 Jul 2023 | not harvested |
| MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction | 1 | 4 | 22 May 2023 | not harvested |
| Improving Aspect Sentiment Quad Prediction via Template-Order Data Augmentation | 1 | 1 | 19 Oct 2022 | not harvested |
| LEGO-ABSA: A Prompt-based Task Assemblable Unified Generative Framework for Multi-task Aspect-based Sentiment Analysis | 0 | 1 | 1 Oct 2022 | not harvested |
| Aspect Sentiment Quad Prediction as Paraphrase Generation | 1 | 2 | 2 Oct 2021 | not harvested |
| Towards Generative Aspect-Based Sentiment Analysis | 1 | 1 | 1 Aug 2021 | not harvested |
Dataset loaders archive 2025-07-28
No loader listed in the archive.
Tasks archive 2025-07-28
License archive 2025-07-28
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Modalities archive 2025-07-28
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Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- ASQP
1 variant name, as the archive lists them.
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